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Benchmark published · Oct 31, 2026Core v2 · Published observation (4 models)
MLB
Professional league

MLB

Brand visibility across AI answers. Published scores, comparable social signals,
and the evidence behind this Core observation.

AI Visibility

31.7#3 in Professional leagues · AI Visibility

Social Presence

—No normalized score published; see Social Momentum

Peer Rank

#3Professional leagues

Among 6 published peers

Week-over-week

-1.7AI Visibility points

AI Visibility History

Oct 31, 2026AI Visibility

Peer Rank

View all rankings →
#3

AI Visibility among Professional leagues

Comparable leaguesAI rankAI Visibility
NFL#193.3
NBA#273.3
WNBA#41.7
MLS#50.0

What’s driving this score?

Published AI concepts
Brand strength
33.3
Global reach
33.3
Cultural relevance
33.3
Commercial appeal
25.0
Recognition
33.3

Analyst note

Oct 31, 2026

A published view of MLB

MLB records 31.7 AI Visibility, ranking #3 among eligible Professional leagues . Recorded social momentum is shown separately. Normalized Social Presence and BX are not published for this peer group. These are published score levels; comparisons remain within the Core series.

Social Momentum

Social observations through 2026-10-31

Weekly follower movement is separate from Core AI history. This publication does not define normalized league or conference Social Presence or BX.

Instagram

Comparable weekly observations
Latest recorded followers2026-10-31
13,685,721
Prior recorded followers2026-10-24
13,642,655
+43,066 followers+0.316%

X

Comparable weekly observations
Latest recorded followers2026-10-31
13,758,069
Prior recorded followers2026-10-24
13,747,791
+10,278 followers+0.075%
Normalized Social Presence (not published) —2 of 2 platforms comparable · Missing or flagged platforms are not scored as zero.

Featured AI answers & evidence

Selected excerpts from the published benchmark

Claude Rank 3

claude-sonnet-5

MLB remains a top-tier, historically prominent league with broad national recognition across North America.

No cited sources supplied

Gemini Rank 3

gemini-3.8-flash

As North America's historic pastime, MLB maintains vast recognition through iconic franchises like the New York Yankees and Los Angeles Dodgers.

No cited sources supplied

OpenAI Rank 3

gpt-6-sol

MLB follows closely behind the NBA in that survey. (emi-rs.com)

30 cited sources

Perplexity Rank 3

sonar-pro

MLB remains one of North America’s best-known leagues, ranking ahead of the NHL in broad fan recognition and avid-fandom measures.[2][9]

10 cited sources